TensorZero vs Unify
On the evidence we track, Unify leads this comparison with a composite score of 66/100. Scores are only directly comparable because these tools share a category; the full breakdown and every source is below.
Capabilities
Feature-by-feature on the axes that matter for llm gateways. “-” means undocumented, not absent.
What each one is
The product in its own terms, so the numbers below have context.
TensorZero
A self-hosted platform that combines deployment, monitoring, evaluation, and optimization for language model applications. It enables teams to manage multiple model providers through a single interface, measure performance across different configurations, and automatically improve routing strategies and prompts.
Unify
LeaderA platform that updates agent model weights based on feedback and production outcomes, enabling agents to improve over time rather than remaining frozen after deployment.
Pricing
List pricing as published by each vendor, with the date we read it. Always verify at the source before you buy.
Unify
LeaderFree to start with starter credits. $75/month for Team plan with no per-seat charges. Usage-based credit model.
- StarterFree
- All features included
- Team$75/month, monthly or annual billing
- All features
- Shared credit pool
- Unlimited team members
- EnterpriseContact sales
- Custom pricing
- SSO and audit logs
- DPA/BAA
- Data residency options
- Dedicated support
- +1 more
Platform & deployment
Where each product runs and how it can be hosted. A dash means undocumented, not unsupported.
Integrations
What each product connects to. Counts come from the vendor's own integration directory where one exists.
- OpenAI
- Slack
- Teams
TensorZero
- Ollama
Unify
Leader- Microsoft Teams
- Gmail
- Outlook
- Google Workspace
- Microsoft 365
- Stripe
- Zendesk
- Discord
- SMS
- HubSpot
- Anthropic
- DeepSeek
- Deepgram
- LiveKit
- Microsoft Workspace
TensorZero or Unify: which one depends on you
A composite score cannot know your constraints. Describe them and both get re-weighted against what you actually need, with the evidence behind every position.
Free to run, no account needed to start. How the evaluation works
Comparison generated from independently-sourced facts. Every value links to its source and retrieval date. See the method.